15 research outputs found

    Dijet Resonance Search with Weak Supervision Using root S=13 TeV pp Collisions in the ATLAS Detector

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    This Letter describes a search for narrowly resonant new physics using a machine-learning anomaly detection procedure that does not rely on signal simulations for developing the analysis selection. Weakly supervised learning is used to train classifiers directly on data to enhance potential signals. The targeted topology is dijet events and the features used for machine learning are the masses of the two jets. The resulting analysis is essentially a three-dimensional search A → BC, for mA ∼ OðTeVÞ, mB; mC ∼ Oð100 GeVÞ and B, C are reconstructed as large-radius jets, without paying a penalty associated with a large trials factor in the scan of the masses of the two jets. The full run 2 ffiffi s p ¼ 13 TeV pp collision dataset of 139 fb−1 recorded by the ATLAS detector at the Large Hadron Collider is used for the search. There is no significant evidence of a localized excess in the dijet invariant mass spectrum between 1.8 and 8.2 TeV. Cross-section limits for narrow-width A, B, and C particles vary with mA, mB, and mC. For example, when mA ¼ 3 TeV and mB ≳ 200 GeV, a production cross section between 1 and 5 fb is excluded at 95% confidence level, depending on mC. For certain masses, these limits are up to 10 times more sensitive than those obtained by the inclusive dijet search. These results are complementary to the dedicated searches for the case that B and C are standard model boson

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    Engineered Versions of Granzyme B and Angiogenin Overcome Intrinsic Resistance to Apoptosis Mediated by Human Cytolytic Fusion Proteins

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    The use of therapies based on antibody fusion proteins for the selective elimination of tumor cells has increased markedly over the last two decades because the severe side effects associated with conventional chemotherapy and radiotherapy are reduced or even eliminated. However, the initial development of immunotoxins suffered from a number of drawbacks such as nonspecific cytotoxicity and the induction of immune responses because the components were non-human in origin. The most recent iteration of this approach is a new class of targeted human cytolytic fusion proteins (hCFPs) comprising a tumor-specific targeting component such as a human antibody fragment fused to a human effector domain with pro-apoptotic activity. Certain tumors resist the activity of hCFPs by upregulating the intracellular expression of native inhibitors, which rapidly bind and inactivate the human effector domains. Higher doses of the hCFPs are, therefore, required to improve therapeutic efficacy. To circumvent these inhibitory processes, novel isoforms of the enzymes granzyme B and angiogenin have been designed to increase their intrinsic activity and reduce their interactions with native inhibitors resulting in more potent hCFPs that can be applied at lower doses. This chapter summarizes the basic scientific knowledge that can facilitate the rational development of human enzymes with novel and beneficial characteristics, including the ability to avoid neutralization by native inhibitors

    Is there a future for TNF promoter polymorphisms?

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    The in vitro study of TNF promoter polymorphism (SNP) function was stimulated by the numerous case-control (association) studies of the polymorphisms in relation to human disease and the appearance of several studies claiming to show a functional role for these SNPs provided a further impetus to researchers interested in the role of TNF in their disease of interest. In this review we consider case-control studies, concentrating on the autoimmune and inflammatory diseases rheumatoid arthritis, multiple sclerosis, ankylosing spondylitis, and asthma, and on infectious diseases including malaria, hepatitis B and C infection, leprosy and sepsis/septic shock. We also review the available evidence on the functional role of the various TNF promoter polymorphisms. In general, case-control studies have produced mixed results, with little consensus in most cases on whether any TNF polymorphisms are actually associated with disease, although results have been more consistent in the case of infectious diseases, particularly malaria. Functional studies have also produced mixed results but recent work suggests that the much studied -308G/A polymorphism is not functional, while the function of other TNF polymorphisms remains controversial. Studies of the TNF region are increasingly using extended haplotypes that can better capture the variation of the MHC region

    Biological Treatments (Antibodies)

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